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AI · January 27, 2026

Cogitator

Self-hosted runtime for production AI agents

What it does

Open-source, self-hosted alternative to OpenAI Assistants API Run any LLM (Ollama, OpenAI, Anthropic, Google, etc.) with unified TypeScript: • Multi-agent swarms (7 strategies) • Tree of Thoughts reasoning • Time-travel debugging • Self-reflection & learning • Constitutional AI guardrails • Causal reasoning engine • Hybrid memory + vectors • Sandboxed execution • Cost-aware routing • MCP & OpenTelemetry •..and much more! No vendor lock-in. Pure TypeScript.

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    Cogitator – A Python Toolkit for Chain-of-Thought Prompting2025 · github.com · ▲54

    Hi everyone, I made an open-source Python toolkit/library, named Cogitator, to make it easier to try and use different chain-of-thought (CoT) reasoning methods. The project is at the beta stage, but it supports using models provided by OpenAI and Ollama. It includes implementations for Cot strategies and frameworks like Self-Consistency, Tree of Thoughts, and Graph of Thoughts. GitHub link of the project: https://github.com/habedi/cogitator

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